Useful work cost
Inference, tools, review time, failures, and rework in one economic unit.
Research
The first version is static. The structure leaves room for a separate database, API, and downloadable series later.
Data Spine
The initial dataset should prioritize consistent definitions over infrastructure.
Inference, tools, review time, failures, and rework in one economic unit.
Where paying for a stronger model, more context, or more reasoning changes the result.
The supervision cost that determines whether automation is economically real.
A proposed basket of professional tasks for tracking the total cost of acceptable machine-assisted work over time.
A lightweight time series of model pricing, context windows, caching economics, and relevant capability metadata.
A possible benchmark for how organizations allocate AI spending across inference, software, implementation, training, and human review.